Homologous recombination deficiency reflects the heterogeneity and monitoring treatment response for patients with breast cancer

乳腺癌 肿瘤科 基因 免疫疗法 医学 比例危险模型 癌症 单变量 内科学 生物 遗传学 多元统计 数学 统计
作者
Quanyi Long,Yunfei Wang,Hongjiang Li
出处
期刊:Journal of Gene Medicine [Wiley]
卷期号:26 (1)
标识
DOI:10.1002/jgm.3637
摘要

Abstract Background In breast cancer (BC), homologous recombination defect (HRD) is a common carcinogenic mechanism. It is meaningful to classify BC according to HRD biomarkers and to develop a platform for identifying BC molecular features, pathological features and therapeutic responses. Methods In total, 109 HRD genes were collected and screened by univariate Cox regression analysis to determine the prognostic genes, which were used to construct a consensus matrix to identify BC subtype. Differentially expressed genes (DEGs) were filtered by the Limma package and screened by random forest analysis to build a model to analyze the immunotherapy response and sensitivity and prognosis of patients suffering from BC to different drugs. Results Thirteen out of 109 HRD genes were prognostic genes of BC, and BC was classified into two subgroups based on their expression. Cluster 1 had a significantly backward survival outcome and a significantly higher adaptive immunity score relative to cluster 2. Six genes were identified by random forest analysis as factors for developing the model. The model provided a prediction called risk score, which showed a significant stratification effect on BC prognosis, immunotherapy response and IC 50 values of 62 drugs. Conclusions In the present study, two HRD subtypes of BC were successfully identified, for which mutation and immunological features were determined. A model based on differential genes of HRD subtypes was established, which was a potential predictor of prognosis, immunotherapy response and drug sensitivity of BC.
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